Multi-Agent: Grounded Thoughts from Toy to Tool

Multi-Agent System: Grounded Thoughts from Geek Toy to Production Tool 01 Pains of AI Products 😣 Recently, while drinking with a few colleagues working on AI products, one of them suddenly slammed the table: “These people working on AI are always bragging about Copilot, what’s the difference from when O2O was all the rage?” This … Read more

Multi-rater Prism Framework: Achieving Self-calibrated Medical Image Segmentation from Multiple Annotators

In the field of medical image analysis, segmentation is a crucial task that involves identifying and delineating different structures or lesion areas from medical images. The segmentation results not only assist doctors in making accurate diagnoses but also provide important references for subsequent clinical decision-making and treatment planning. To enhance the reliability of the segmentation … Read more

Analysis of Lithium-Ion Battery Cycle Degradation Using DRT Method

Electrochemical Impedance Spectroscopy (EIS) can be used to analyze the internal electrochemical processes of lithium-ion batteries. The data is generally fitted using an Equivalent Circuit Model (ECM) to extract parameters related to specific electrochemical processes. Due to the difficulty in separating various electrochemical processes in EIS, the Distribution of Relaxation Times (DRT) method has been … Read more

oVirt 4.4.3 Open Source Virtualization Platform: Importing OVA Virtual Machines (Copying OVA Files from Node C to Node A and Importing on Node A)

Hello everyone, I am Chen Jianhao, and everyone calls me Engineer Chen. I usually enjoy pondering technical issues and organize the pitfalls and fragmented thoughts I encounter at work into articles. Occasionally, I also share some work insights and life reflections. oVirt 4.4.3 open sourcevirtualization platform: Importing OVA virtual machines (Copying OVA files from Node … Read more

oVirt 4.4.3 Open Source Virtualization Platform: Creating a New (iSCSI) Data Storage Domain, i.e., Shared Storage

Chen Jianhao: Sharing IT technical articles, sharing work experiences, sharing life insights.. oVirt 4.4.3 open source virtualization platform: Creating a new (iSCSI) data storage domain, i.e., shared storage The iSCSI server IP address is 10.11.38.5, you can refer to the iSCSI server: Synology iSCSI: Connecting to iSCSI target on CentOS 7 (NAS iSCSI Server – … Read more

Virtualization Operations Avoidance Guide: 10 Practical Dimensions to Ensure Business Stability

Virtualization is the core support of enterprise IT, but failures often stem from overlooked details. This article breaks down 10 practical dimensions, teaching you to use “proactive operations” instead of “passive firefighting.” 1. Cluster Status: Stabilizing the “Framework” The cluster is the command center; anomalies in vCenter/SCVMM can lead to resource scheduling failures. Practical Check: … Read more

oVirt 4.4.3 Open Source Virtualization Platform: Creating a Windows 7 Virtual Machine (Stored on Shared Storage)

Hello everyone, I am Chen Jianhao, and you can call me Engineer Chen. I usually enjoy pondering technical issues and organize the pitfalls and fragmented thoughts I encounter at work into articles. Occasionally, I also share some work insights and life reflections. oVirt 4.4.3 Open Source Virtualization Platform: Creating a Windows 7 Virtual Machine (Stored … Read more

AI Interaction Philosophy V: Principles of Embodied Virtualization

After systematically reviewing Mark Weiser’s vision of ubiquitous computing in AI Interaction Philosophy II | Invisible Design Philosophy: Rereading Mark Weiser’s Interaction Vision, deconstructing Steve Jobs’ philosophy of direct manipulation in AI Interaction Philosophy III | Intimate Machines: Steve Jobs’ Interaction Design Revolution, and critically analyzing the limitations of the current conversational paradigm in AI … Read more

The Role of SDN (Software Defined Networking) and Virtualization Technologies in System Integration (IDC and Monitoring, etc.)

SDN (Software Defined Networking) and virtualization technologies play a critical role in the system integration projects you are responsible for, especially in scenarios such as data center construction, video surveillance system integration, and multi-system coordinated control, demonstrating significant technical advantages. 1. Application Analysis of SDN 1. Core Advantages – Centralized Control and Flexible Scheduling: SDN … Read more

Transform Your Phone into a Mobile Research Workstation!

πŸ’‘ No Linux knowledge required: With AI assistance and voice input, you can write code just by speaking! Say goodbye to heavy laptops and conduct research anytime, anywhere πŸš€ 🎯 1. Addressing Pain Points: The Daily Dilemmas of Researchers πŸ” Real-life Scenarios: πŸš‡ Inspiration Vanishing Act: On the subway, a brilliant algorithm idea strikes β†’ … Read more